| Number of Variables | 22 |
|---|---|
| Number of Rows | 11963 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 2.0 MB |
| Average Row Size in Memory | 176.0 B |
| Variable Types |
|
| time is skewed | Skewed |
|---|---|
| orig_time is skewed | Skewed |
| mat_time is skewed | Skewed |
| balance_time is skewed | Skewed |
| LTV_time is skewed | Skewed |
| rate_time is skewed | Skewed |
| hpi_time is skewed | Skewed |
| gdp_time is skewed | Skewed |
| LTV_orig_time is skewed | Skewed |
| payoff_time has constant value "0" | Constant |
| REtype_CO_orig_time has constant length 1 | Constant Length |
|---|---|
| REtype_PU_orig_time has constant length 1 | Constant Length |
| REtype_SF_orig_time has constant length 1 | Constant Length |
| investor_orig_time has constant length 1 | Constant Length |
| default_time has constant length 1 | Constant Length |
| payoff_time has constant length 1 | Constant Length |
| status_time has constant length 1 | Constant Length |
| orig_time has 245 (2.05%) negatives | Negatives |
| gdp_time has 1363 (11.39%) negatives | Negatives |
| Interest_Rate_orig_time has 1459 (12.2%) zeros | Zeros |
numerical
| Approximate Distinct Count | 11963 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 308047.3719 |
| Minimum | 23 |
| Maximum | 616469 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 23 |
|---|---|
| 5-th Percentile | 34180.7 |
| Q1 | 156053.5 |
| Median | 310099 |
| Q3 | 450816 |
| 95-th Percentile | 584242 |
| Maximum | 616469 |
| Range | 616446 |
| IQR | 294762.5 |
| Mean | 308047.3719 |
|---|---|
| Standard Deviation | 176531.2735 |
| Variance | 3.1163e+10 |
| Sum | 3.6852e+09 |
| Skewness | 0.01603 |
| Kurtosis | -1.1619 |
| Coefficient of Variation | 0.5731 |
numerical
| Approximate Distinct Count | 11963 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 24907.8381 |
| Minimum | 1 |
| Maximum | 49192 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 3587.5 |
| Q1 | 13605.5 |
| Median | 24800 |
| Q3 | 35722.5 |
| 95-th Percentile | 46100.1 |
| Maximum | 49192 |
| Range | 49191 |
| IQR | 22117 |
| Mean | 24907.8381 |
|---|---|
| Standard Deviation | 13502.25 |
| Variance | 1.8231e+08 |
| Sum | 2.9797e+08 |
| Skewness | 0.008759 |
| Kurtosis | -1.1071 |
| Coefficient of Variation | 0.5421 |
numerical
| Approximate Distinct Count | 46 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 52.2351 |
| Minimum | 13 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 13 |
|---|---|
| 5-th Percentile | 36 |
| Q1 | 43 |
| Median | 60 |
| Q3 | 60 |
| 95-th Percentile | 60 |
| Maximum | 60 |
| Range | 47 |
| IQR | 17 |
| Mean | 52.2351 |
|---|---|
| Standard Deviation | 9.4862 |
| Variance | 89.9886 |
| Sum | 624889 |
| Skewness | -0.7469 |
| Kurtosis | -0.7308 |
| Coefficient of Variation | 0.1816 |
numerical
| Approximate Distinct Count | 62 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 22.0592 |
| Minimum | -40 |
| Maximum | 49 |
| Zeros | 19 |
| Zeros (%) | 0.2% |
| Negatives | 245 |
| Negatives (%) | 2.0% |
| Minimum | -40 |
|---|---|
| 5-th Percentile | 11 |
| Q1 | 20 |
| Median | 24 |
| Q3 | 26 |
| 95-th Percentile | 28 |
| Maximum | 49 |
| Range | 89 |
| IQR | 6 |
| Mean | 22.0592 |
|---|---|
| Standard Deviation | 6.8347 |
| Variance | 46.7134 |
| Sum | 263894 |
| Skewness | -2.8116 |
| Kurtosis | 14.7912 |
| Coefficient of Variation | 0.3098 |
numerical
| Approximate Distinct Count | 36 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 25.487 |
| Minimum | 1 |
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 18 |
| Q1 | 23 |
| Median | 26 |
| Q3 | 29 |
| 95-th Percentile | 31 |
| Maximum | 49 |
| Range | 48 |
| IQR | 6 |
| Mean | 25.487 |
|---|---|
| Standard Deviation | 4.3152 |
| Variance | 18.6207 |
| Sum | 304901 |
| Skewness | -0.612 |
| Kurtosis | 3.0913 |
| Coefficient of Variation | 0.1693 |
numerical
| Approximate Distinct Count | 185 |
|---|---|
| Approximate Unique (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 141.1041 |
| Minimum | 29 |
| Maximum | 229 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 29 |
|---|---|
| 5-th Percentile | 105 |
| Q1 | 139 |
| Median | 143 |
| Q3 | 147 |
| 95-th Percentile | 161 |
| Maximum | 229 |
| Range | 200 |
| IQR | 8 |
| Mean | 141.1041 |
|---|---|
| Standard Deviation | 19.1143 |
| Variance | 365.3578 |
| Sum | 1.688e+06 |
| Skewness | -1.2781 |
| Kurtosis | 7.6954 |
| Coefficient of Variation | 0.1355 |
numerical
| Approximate Distinct Count | 11787 |
|---|---|
| Approximate Unique (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 228237.7968 |
| Minimum | 0 |
| Maximum | 2.9541e+06 |
| Zeros | 15 |
| Zeros (%) | 0.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 42197.57 |
| Q1 | 96571.375 |
| Median | 170333.05 |
| Q3 | 306372.61 |
| 95-th Percentile | 573879.405 |
| Maximum | 2.9541e+06 |
| Range | 2.9541e+06 |
| IQR | 209801.235 |
| Mean | 228237.7968 |
|---|---|
| Standard Deviation | 194516.774 |
| Variance | 3.7837e+10 |
| Sum | 2.7304e+09 |
| Skewness | 2.7545 |
| Kurtosis | 17.4516 |
| Coefficient of Variation | 0.8523 |
numerical
| Approximate Distinct Count | 11693 |
|---|---|
| Approximate Unique (%) | 97.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 86.0999 |
| Minimum | 0 |
| Maximum | 616.9851 |
| Zeros | 15 |
| Zeros (%) | 0.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 36.7056 |
| Q1 | 69.2707 |
| Median | 87.8578 |
| Q3 | 107.0275 |
| 95-th Percentile | 125.4075 |
| Maximum | 616.9851 |
| Range | 616.9851 |
| IQR | 37.7568 |
| Mean | 86.0999 |
|---|---|
| Standard Deviation | 27.6004 |
| Variance | 761.7794 |
| Sum | 1.03e+06 |
| Skewness | 0.1382 |
| Kurtosis | 11.4896 |
| Coefficient of Variation | 0.3206 |
numerical
| Approximate Distinct Count | 1228 |
|---|---|
| Approximate Unique (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 5.765 |
| Minimum | 1 |
| Maximum | 19.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 2 |
| Q1 | 3.265 |
| Median | 6.125 |
| Q3 | 7.375 |
| 95-th Percentile | 9.74 |
| Maximum | 19.75 |
| Range | 18.75 |
| IQR | 4.11 |
| Mean | 5.765 |
|---|---|
| Standard Deviation | 2.4361 |
| Variance | 5.9348 |
| Sum | 68967.119 |
| Skewness | 0.2011 |
| Kurtosis | -0.4176 |
| Coefficient of Variation | 0.4226 |
numerical
| Approximate Distinct Count | 57 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 4.5778 |
| Minimum | 1.67 |
| Maximum | 8.82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1.67 |
|---|---|
| 5-th Percentile | 3.86 |
| Q1 | 4.34 |
| Median | 4.64 |
| Q3 | 4.86 |
| 95-th Percentile | 5.15 |
| Maximum | 8.82 |
| Range | 7.15 |
| IQR | 0.52 |
| Mean | 4.5778 |
|---|---|
| Standard Deviation | 0.4738 |
| Variance | 0.2245 |
| Sum | 54764.48 |
| Skewness | 0.9343 |
| Kurtosis | 10.4135 |
| Coefficient of Variation | 0.1035 |
numerical
| Approximate Distinct Count | 46 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 176.1005 |
| Minimum | 146.45 |
| Maximum | 226.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 146.45 |
|---|---|
| 5-th Percentile | 150.91 |
| Q1 | 158.16 |
| Median | 189.82 |
| Q3 | 189.82 |
| 95-th Percentile | 189.82 |
| Maximum | 226.29 |
| Range | 79.84 |
| IQR | 31.66 |
| Mean | 176.1005 |
|---|---|
| Standard Deviation | 16.9193 |
| Variance | 286.2637 |
| Sum | 2.1067e+06 |
| Skewness | -0.3662 |
| Kurtosis | -1.4672 |
| Coefficient of Variation | 0.09608 |
numerical
| Approximate Distinct Count | 46 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 1.9318 |
| Minimum | -4.1467 |
| Maximum | 4.3201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 1363 |
| Negatives (%) | 11.4% |
| Minimum | -4.1467 |
|---|---|
| 5-th Percentile | -3.3395 |
| Q1 | 1.6682 |
| Median | 2.8364 |
| Q3 | 2.8364 |
| 95-th Percentile | 2.8364 |
| Maximum | 4.3201 |
| Range | 8.4668 |
| IQR | 1.1682 |
| Mean | 1.9318 |
|---|---|
| Standard Deviation | 1.8083 |
| Variance | 3.2699 |
| Sum | 23109.7338 |
| Skewness | -2.3563 |
| Kurtosis | 4.4598 |
| Coefficient of Variation | 0.9361 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 771.1 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 11963 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 771.1 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 11963 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 771.1 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 11963 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 771.1 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 11963 |
numerical
| Approximate Distinct Count | 361 |
|---|---|
| Approximate Unique (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 671.1194 |
| Minimum | 413 |
| Maximum | 828 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 413 |
|---|---|
| 5-th Percentile | 545 |
| Q1 | 627 |
| Median | 674 |
| Q3 | 722 |
| 95-th Percentile | 779 |
| Maximum | 828 |
| Range | 415 |
| IQR | 95 |
| Mean | 671.1194 |
|---|---|
| Standard Deviation | 69.224 |
| Variance | 4791.967 |
| Sum | 8.0286e+06 |
| Skewness | -0.3207 |
| Kurtosis | -0.3193 |
| Coefficient of Variation | 0.1031 |
numerical
| Approximate Distinct Count | 500 |
|---|---|
| Approximate Unique (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 79.2476 |
| Minimum | 50.1 |
| Maximum | 125 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 50.1 |
|---|---|
| 5-th Percentile | 60.5 |
| Q1 | 75 |
| Median | 80 |
| Q3 | 80 |
| 95-th Percentile | 95 |
| Maximum | 125 |
| Range | 74.9 |
| IQR | 5 |
| Mean | 79.2476 |
|---|---|
| Standard Deviation | 9.6686 |
| Variance | 93.4814 |
| Sum | 948038.8 |
| Skewness | -0.2658 |
| Kurtosis | 0.7223 |
| Coefficient of Variation | 0.122 |
numerical
| Approximate Distinct Count | 860 |
|---|---|
| Approximate Unique (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 186.9 KB |
| Mean | 5.5604 |
| Minimum | 0 |
| Maximum | 19.75 |
| Zeros | 1459 |
| Zeros (%) | 12.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 4.625 |
| Median | 6.25 |
| Q3 | 7.375 |
| 95-th Percentile | 9.35 |
| Maximum | 19.75 |
| Range | 19.75 |
| IQR | 2.75 |
| Mean | 5.5604 |
|---|---|
| Standard Deviation | 2.8792 |
| Variance | 8.2898 |
| Sum | 66518.748 |
| Skewness | -0.6324 |
| Kurtosis | -0.1818 |
| Coefficient of Variation | 0.5178 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 771.1 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 11963 |
categorical
| Approximate Distinct Count | 1 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 771.1 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 11963 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 771.1 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 11963 |